In the previous section, graph theoretic approaches were used to describe the structure and properties of entire networks. We now examine two studies that used graph theoretic approaches to identify individual nodes that might play important roles in functional brain networks. The results of these studies highlight, among other things, the complexity of interpreting network studies, and the need for comprehensive presentation of data.